Document details

An algorithm for cooperative probabilistic control design

Author(s): Barão, Miguel cv logo 1

Date: 2012

Persistent ID: http://hdl.handle.net/10174/8089

Origin: Repositório Científico da Universidade de Évora


Description
This paper deals with the decentralized closed loop control in a pure probabilistic framework. In this framework, a system is a controlled Markov chain whose transition probabilities depend on the actions of the agents. The agents are also described in a probabilistic way. The objective is to drive the system so that the joint state and agents actions are close to a set of given target probability distributions. The Kullback-Leibler divergence is used as a performance measure. The resulting algorithm uses dynamic programming interleaved with an iterative process that computes the behavior of each agent.
Document Type Article
Language English
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Fundação para a Ciência e a Tecnologia Universidade do Minho   Governo Português Ministério da Educação e Ciência Programa Operacional da Sociedade do Conhecimento EU